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Abraham Itzhak Weinberg

A.I. Weinberg Ltd.

SCHOLARLY PAPERS

44

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6

Scholarly Papers (44)

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1.

A discussion paper for possible approaches to building a statistically valid backtesting framework

Number of pages: 32 Posted: 17 Jul 2024
Veni Arakelian, Karolina Bolesta, Silvija Vlah Jeric, Yiting Liu, Joerg Osterrieder, Valerio Potì, Peter Schwendner, Kristina Sutiene and Abraham Itzhak Weinberg
Council of Economic Advisors, Ministry of Finance, Hellenic Republic, Warsaw School of Economics (SGH) - Department of Economics I, University of Zagreb, University of Twente, University of Applied Sciences of the Grisons, University College Dublin, Zurich University of Applied Sciences, Kaunas University of Technology and A.I. Weinberg Ltd.
Downloads 856 (70,639)
Citation 4

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Data snooping, evaluation bias, e-values, overfitting, p-hacking

2.

Quantum Transformation in the Payment Industry: Quantum Applications in Future Financial Transactions

Number of pages: 21 Posted: 13 Dec 2024
Abraham Itzhak Weinberg and Dr. Alessio Faccia
A.I. Weinberg Ltd. and Lecturer, Coventry University, Coventry, CV1 5FB UK
Downloads 231 (334,744)

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Quantum Computing, Payment Industry, Cryptographic Security, Transaction Processing, Financial Technology Innovation

3.

AI-Driven Failed Trials in Investment Strategies: A Network Data Analysis Approach

Number of pages: 14 Posted: 07 Oct 2024
Karolina Bolesta, Mutlu Akar, Ioana Coita, Claudia Tarantola, Maria Iannario, Joerg Osterrieder, Ciprian Sipos, Peter Schwendner, Barbara Bedowska-Sojka, Galena Pisoni, Armela Maxhelaku, Suela Maxhelaku, Abraham Itzhak Weinberg, Veni Arakelian, Ramona Rupeika-Apoga, Sabrina Giordano, Olivija Filipovska, Lucia Gomez Teijeiro and Frederik Sinan Bernard
Warsaw School of Economics (SGH) - Department of Economics I, Yildiz Technical University, University of Oradea, University of Milan, University of Naples Federico II, University of Applied Sciences of the Grisons, West University of Timisoara, Zurich University of Applied Sciences, Poznań University of Economics and Business, York St John University, University of Tirana, University of Tirana - Department of Informatics, A.I. Weinberg Ltd., UCL Centre for Blockchain Technologies, University of Latvia, Università` della Calabria, Geostrategic Institute Global, Bern University of Applied Sciences (BFH) and University of Twente
Downloads 230 (334,744)

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AI, failed trials, quantitative finance, investment strategies, network data analysis, transparency

4.

Data Streams and Beyond, From Traditional Approaches to Quantum: A Comprehensive Survey

Number of pages: 42 Posted: 04 Oct 2024
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 143 (514,995)

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Datastream, Bigdata, Streaming Architecture, Concept Drift, EXplainable AI (XAI), Quantum Machine Learning (QML)

5.

Neurosymbolic AI and Mechanistic Interpretability: Can They Align in the Artificial General Intelligence Era?

Number of pages: 32 Posted: 24 Apr 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 133 (547,695)

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Mechanistic Interpretability (MI), Neurosymbolic (NeSy), Explainable Artificial Intelligence (XAI), Artificial General Intelligence (AGI)

6.

Quantum Realizations of Classical Causality

10.13140/RG.2.2.21973.49128
Number of pages: 81 Posted: 11 Sep 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 114 (621,896)

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Classical Causality, Quantum Mechanics, Quantum Machine Learning, Causal Inference, Bayesian Networks, Quantum Information Theory, Indefinite Causal Order, Graphical Models, Machine Learning, Quantum Computation

7.

Quantum Secret Sharing (QSS) in Quantum Blockchain Systems: A Comprehensive Survey and Future Outlook

Number of pages: 44 Posted: 26 Nov 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 78 (830,555)

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Quantum Secret Sharing, Quantum Blockchain, Quantum Cryptography, Distributed Ledger Technology, Post-Quantum Security, Quantum Consensus, Entanglement-Based Protocols, Decentralized Identity, Quantum Networks

8.

Hybrid Dense-Sparse Retrieval for High-Recall Information Retrieval

Number of pages: 12 Posted: 09 Jan 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 75 (924,743)
Citation 1

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Information Retrieval, Hybrid Retrieval, Dense Retrieval, Sparse Retrieval, Retrieval-Augmented Generation (RAG), BM25, Neural Retrieval, Semantic Search, Recall Optimization, Vector Search

9.

Towards Responsible AI through NeuroSymbolic Integration: A Survey

10.13140/RG.2.2.13476.74888
, 10.13140/RG.2.2.13476.74888
Number of pages: 27 Posted: 17 Sep 2025
Abraham Itzhak Weinberg and Kelly Cohen
A.I. Weinberg Ltd. and University of Cincinnati
Downloads 73 (852,604)

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NeuroSymbolic AI (NeSy), Responsible AI (RAI), Explainable AI (XAI), Interpretability, AI safety, Trustworthy AI

10.

Q-SHAP: Explainable AI for Quantum Circuits via Quantum-Native and Hybrid Classical Approaches

Number of pages: 13 Posted: 27 Feb 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 43 (1,170,409)

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Quantum Computing, Explainable AI, SHAP, Quantum Circuit Optimization, Interpretable Machine Learning

11.

Hybrid Quantum-Classical Ensemble Learning for S&P 500 Directional Prediction

Number of pages: 17 Posted: 30 Dec 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 38 (1,277,121)

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Ensemble Learning, Quantum Machine Learning, Financial Prediction, Decision Transformer, Attention Mechanism, S&P 500 Forecasting, Directional Accuracy, Hybrid Quantum-Classical Systems, Smart Filtering, Architecture Diversity

12.

MACIE: Multi-Agent Causal Intelligence Explainer for Collective Behavior Understanding

Number of pages: 31 Posted: 17 Nov 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 38 (1,222,651)
Citation 1

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Multi-Agent Reinforcement Learning (RL), Explainable AI (XAI), Causal Inference, Structural Causal Models, Shapley Values, Counterfactual Reasoning, Emergent Behavior, Collective Intelligence, Credit Assignment, Interpretability

13.

A Framework for the Adoption and Integration of Generative AI in Midsize Organizations and Enterprises (FAIGMOE)

Number of pages: 42 Posted: 19 Nov 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 35 (1,277,121)

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Generative AI, Large Language Models (LLMs), AI Adoption Framework, Midsize Enterprises, Organizational Readiness, Change Management, Digital Transformation, Technology Integration, AI Governance, Enterprise AI Strategy

14.

Quantum-Accelerated Security Analysis in Quantum Cryptography: Semidefinite Programming (SDP) from Classical Bottlenecks to Quantum Solutions

Number of pages: 35 Posted: 30 Dec 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 29 (1,332,057)

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Quantum Cryptography, Quantum Key Distribution (QKD), Semidefinite Programming (SDP), Quantum Optimization, Quantum Algorithms, Deviceindependent Security

15.

Quantum-assisted Optimal Rebalancing with Uncorrelated Asset Selection for Algorithmic Trading Walk-forward QUBO Scheduling via QAOA

Number of pages: 17 Posted: 20 Mar 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 27 (1,411,822)

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Quantum Computing, QAOA, QUBO, Portfolio Optimisation, Rebalancing, Ledoit-wolf, Genetic Algorithm, Algorithmic Trading, S&P 500

16.

Query-Efficient Adversarial Attacks via Quantum-Inspired Multi-Component Optimization

Number of pages: 17 Posted: 30 Dec 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 27 (1,359,097)

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Adversarial Machine Learning, Query-Efficient Attacks, Gradientbased Optimization, Quantum-Inspired Methods, Neural Network Robustness

17.

MQPA: Noise-Resilient Quantum Computing Through Modular Parallel Architectures

Number of pages: 10 Posted: 23 Jan 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 25 (1,399,036)

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Quantum Computing, Noisy Intermediate-Scale Quantum (NISQ), Noise Resilience, Modular Architecture, Parallel Quantum Systems, Distributed Quantum Computing, Grover’s Algorithm, Quantum Fault Tolerance, Hybrid Quantum–Classical Computing

18.

XDrift: Explainable Concept Drift Detection in Data Streams through Multi-Method Consensus and Advanced Tree Comparison

Number of pages: 15 Posted: 20 Jan 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 25 (1,448,301)

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Explainable AI, Concept Drift, Data Streams, Decision Trees, SHAP, LIME, Counterfactual Explanations, Online Learning

19.

Scaling Analysis of Quantum Amplitude Estimation for Tokenized Asset Option Pricing: Validation and Barriers to Practical Advantage

Number of pages: 17 Posted: 25 Feb 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 23 (1,436,435)

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Quantum amplitude estimation, option pricing, NISQ algorithms, tokenized assets, blockchain, scaling analysis, computational finance

20.

QuATLAS: Quantum-Augmented Transformer Language Architecture with Selective Entangling Attention

Number of pages: 16 Posted: 28 Apr 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 22 (1,448,301)

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Quantum Machine Learning, Large Language Models, Quantum Natural Language Processing, Parameterized Quantum Circuits, Hybrid Quantum-Classical, Transformer Attention, NISQ, GPT-2

21.

Conflict Entropy Minimization Algorithm (CEMA): A Geometry-Aware Heuristic for Early Infeasibility Detection

Number of pages: 11 Posted: 31 Dec 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 22 (1,424,331)

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Linear Programming, Infeasibility Detection, Constraint Activation, Information Theory, Conflict Analysis, Presolve Methods

22.

Quantum Decision Transformers (QDT): Synergistic Entanglement and Interference for Offline Reinforcement Learning

Number of pages: 42 Posted: 11 Dec 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 20 (1,448,301)

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Reinforcement Learning, Offline Reinforcement Learning, Decision Transformers, Quantum-Inspired Machine Learning, Transformer Architectures, Sequential Decision Making, Neural Architecture Design, Credit Assignment, Attention Mechanisms, Deep Learning

23.

Trust-Based Social Learning for Communication (TSLEC) Protocol Evolution in Multi-Agent Reinforcement Learning

Number of pages: 13 Posted: 28 Nov 2025
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 20 (1,448,301)

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Multi-Agent Reinforcement Learning, Emergent Communication, Social Learning, Trust Networks, Protocol Evolution, Compositional Language

24.

Exceptional Adversarial Robustness Through Architectural Design: A Comparative Study of Classical and Spiking Neural Networks

Number of pages: 14 Posted: 16 Mar 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 17 (1,491,251)

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25.

Automated Conversation Thread Detection and Visualization in WhatsApp Group Chats Using Semantic Clustering

Number of pages: 11 Posted: 26 Feb 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 16 (1,491,251)

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WhatsApp, Thread Detection, Conversation Disentanglement, Semantic Clustering, DBSCAN, Sentence Transformers, Social Features, Mobile Messaging

26.

PRISM: Probabilistic Risk Inversion via Structured Market Hedging A Framework for Portfolio Risk Management in Prediction Markets

Number of pages: 13 Posted: 08 Jun 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 15

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Prediction Markets, Portfolio Hedging, Risk Management, Semantic Similarity, Natural Language Processing, Polymarket, Binary Markets, Sharpe Ratio

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Distributed Consensus, Quantum Consciousness, Orch OR, Kuramoto Model, Byzantine Fault Tolerance, Quantum Secret Sharing, Blockchain, Neural Binding, Bio-Inspired Computing, Post-Quantum Cryptography

28.

ARCHEX: GPU-Accelerated Archetypal Explanation for Discovering Complementary Patterns in Model Interpretability

10.13140/RG.2.2.19542.72006
Number of pages: 12 Posted: 25 Feb 2026 Last Revised: 10 Mar 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 11 (1,534,404)

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Explainable AI, Archetypal Analysis, Model Interpretability, GPU Acceleration

29.

NN2QC: Systematic Transfer of Classical Neural Networks to Variational Quantum Circuits

Number of pages: 16 Posted: 25 Feb 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 11 (1,541,665)

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Quantum Machine Learning, Variational Quantum Circuits, Quantum Neural Networks, Classical-To-Quantum Transfer Learning, Data Encoding Schemes, Medical Diagnosis

30.

SIGIL: Subtle Injection for Ground-truth Inference of LLM Training Data 
A Statistical Framework for Provable Training Data Membership

Number of pages: 14 Posted: 28 May 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 9 (1,566,597)

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LLM Training Data, Membership Inference, Watermarking, Canary Sequences, Copyright Forensics, IP Protection, Data Poisoning

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Cloud Security, Post-exfiltration Attribution, Honeytoken, Beacon Infrastructure, Ephemeral Containers, Kubernetes, IAM, Multi-cloud, Deception Technology

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Folk Meteorology, Mediterranean Climate, Rainfall Persistence, Hebrew Calendar, Rosh Chodesh, Shabbat Mevarechim, Israel, Bayesian Weather Prediction, Ethnometeorology, Climate Chang

33.

PHANTOM: Polymorphic Honeytoken Adaptation with Narrative-tailored Organisational Mimicry 
Contextually Convincing Cyber Deception at Scale

Number of pages: 12 Posted: 11 May 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 9 (1,548,648)

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Honeytoken, Cyber Deception, Deception Technology, Credential Generation, Believability Score, Detection Resistance, Active Defence, Zero-trust

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Quantum Computing, Explainable AI, Fuzzy Logic, SHAP, Quantum Circuit Optimization, Interpretable Machine Learning

35.

DaChE: A Proof-of-Concept for Chaos-based Database Security with Dynamic Data Motion

Number of pages: 11 Posted: 26 Feb 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 9 (1,548,648)

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Database Security, Chaos Theory, Dynamic Data Motion, Lyapunov Exponents, Billiard Dynamics, MapReduce

36.

QuantFPFlow: Quantum Amplitude Estimation for Fokker-Planck Policy Optimisation in Continuous Reinforcement Learning

Number of pages: 16 Posted: 21 May 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 8 (1,555,090)

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Fokker–Planck Equation, Quantum Amplitude Estimation, Reinforcement Learning, Stochastic Optimal Control, Multimodal Optimisation, Exploration

37.

ARCANE: Cross-Campaign Attacker Re-identification via Passive Beacon Telemetry -A Bayesian Network Framework for Longitudinal Cyber Attribution

Number of pages: 15 Posted: 07 May 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 8 (1,561,096)

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Cyber Attribution, Passive Hack-Back, Honeytoken, Beacon Telemetry, Bayesian Inference, Threat Actor Fingerprinting, Longitudinal Analysis, APT Re-Identification

38.

META-XENSEMBLE: A Four-Layer Framework for Explainable Ensemble AutoML

Number of pages: 14 Posted: 02 Mar 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 6 (1,566,597)

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AutoML, Explainable AI, Ensemble Learning, Meta-learning, Model Selection

39.

GWAA: Mechanistic Credit Assignment via Gradient-weighted Attention Attribution in Reinforcement Learning Agents

Number of pages: 17 Posted: 12 Jun 2026
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 2

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Credit Assignment, Mechanistic Interpretability, Attention Attribution, Reinforcement Learning, Transformer Agents, Policy Gradient

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Kalman filter, data streams, concept drift, quantum-inspired computing, robust estimation, federated learning, heavy-tail noise, online learning, non-stationary processes

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quantum machine learning, self-organizing maps, projected quantum kernel, NISQ, noise resilience, grid coverage, adaptive neighbourhood, ZZ feature map

42.

CORVUS: Coreset-Orchestrated Recommendation via Variational Unified Sampling

Number of pages: 13
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 1

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CORVUS: Coreset-Orchestrated Recommendation via Variational Unified Sampling contextual bandits, coresets, online learning, recommendation systems, ensemble methods, concept drift, EXP3

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multimedia forensics, steganography, membership inference, canary sequences, post-exfiltration attribution, image watermarking, audio fingerprinting, semantic leakage, IP protection, copyright forensics

44.

Seeing Voices: Cross-Modal Audio-to-Image Translation for Zero-Shot Industrial Anomaly Detection

Number of pages: 9
Abraham Itzhak Weinberg
A.I. Weinberg Ltd.
Downloads 1

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Anomaly detection, audio signal processing, cross-modal learning, spectrogram, PatchCore, explainability, GradCAM, industrial sound